Fast Posterior Estimation of Cardiac Electrophysiological Model Parameters via Bayesian Active Learning

Md Shakil Zaman; Jwala Dhamala; Pradeep Bajracharya; John L. Sapp; B. Milan Horácek; Katherine C. Wu; Natalia A. Trayanova; Linwei Wang

doi:10.3389/fphys.2021.740306

Fast Posterior Estimation of Cardiac Electrophysiological Model Parameters via Bayesian Active Learning

Md Shakil Zaman, Jwala Dhamala, Pradeep Bajracharya, John L. Sapp, B. Milan Horácek, Katherine C. Wu, Natalia A. Trayanova, Linwei Wang

Research output: Contribution to journal › Article › peer-review

7 Citations (Scopus)

Original language	English
Article number	740306
Journal	Frontiers in Physiology
Volume	12
DOIs	https://doi.org/10.3389/fphys.2021.740306
Publication status	Published - Oct 25 2021
Externally published	Yes

ASJC Scopus Subject Areas

Physiology (medical)
Physiology

Keywords

Gaussian process
cardiac electrophysiological model
high-dimensional Bayesian optimization
probabilistic parameter estimation
variational autoencoder

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10.3389/fphys.2021.740306

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Zaman, M. S., Dhamala, J., Bajracharya, P., Sapp, J. L., Horácek, B. M., Wu, K. C., Trayanova, N. A., & Wang, L. (2021). Fast Posterior Estimation of Cardiac Electrophysiological Model Parameters via Bayesian Active Learning. Frontiers in Physiology, 12, Article 740306. https://doi.org/10.3389/fphys.2021.740306

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title = "Fast Posterior Estimation of Cardiac Electrophysiological Model Parameters via Bayesian Active Learning",

keywords = "Gaussian process, cardiac electrophysiological model, high-dimensional Bayesian optimization, probabilistic parameter estimation, variational autoencoder",

author = "Zaman, {Md Shakil} and Jwala Dhamala and Pradeep Bajracharya and Sapp, {John L.} and Hor{\'a}cek, {B. Milan} and Wu, {Katherine C.} and Trayanova, {Natalia A.} and Linwei Wang",

note = "Publisher Copyright: {\textcopyright} Copyright {\textcopyright} 2021 Zaman, Dhamala, Bajracharya, Sapp, Hor{\'a}cek, Wu, Trayanova and Wang.",

year = "2021",

month = oct,

day = "25",

doi = "10.3389/fphys.2021.740306",

language = "English",

volume = "12",

journal = "Frontiers in Physiology",

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T1 - Fast Posterior Estimation of Cardiac Electrophysiological Model Parameters via Bayesian Active Learning

AU - Zaman, Md Shakil

AU - Dhamala, Jwala

AU - Bajracharya, Pradeep

AU - Sapp, John L.

AU - Horácek, B. Milan

AU - Wu, Katherine C.

AU - Trayanova, Natalia A.

AU - Wang, Linwei

PY - 2021/10/25

Y1 - 2021/10/25

KW - Gaussian process

KW - cardiac electrophysiological model

KW - high-dimensional Bayesian optimization

KW - probabilistic parameter estimation

KW - variational autoencoder

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UR - http://www.scopus.com/inward/citedby.url?scp=85118745782&partnerID=8YFLogxK

U2 - 10.3389/fphys.2021.740306

DO - 10.3389/fphys.2021.740306

M3 - Article

AN - SCOPUS:85118745782

SN - 1664-042X

VL - 12

JO - Frontiers in Physiology

JF - Frontiers in Physiology

M1 - 740306

ER -

Fast Posterior Estimation of Cardiac Electrophysiological Model Parameters via Bayesian Active Learning

ASJC Scopus Subject Areas

Keywords

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